The Applied AI and Natural Language Processing Workshop
Krishna Sankar Jeffrey Jackovich Ruze Richards更新时间：2021-06-18 18:19:47
最新章节：6. Computer Vision and Image Processing封面
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Preface
1. An Introduction to AWS
Introduction
How Is AWS Special?
What Is Amazon S3?
Core S3 Concepts
Data Replication
The AWS CLI
CLI Usage
Recursion and Parameters
Using the AWS Console to Identify ML Services
Summary
2. Analyzing Documents and Text with Natural Language Processing
Introduction
Serverless Computing
Amazon Comprehend
What Is an NLP Service?
Using Amazon Comprehend to Inspect Text and Determine the Primary Language
Extracting Information from a Set of Documents
Setting Up a Lambda Function and Analyzing Imported Text Using Comprehend
Amazon Textract
Summary
3. Topic Modeling and Theme Extraction
Introduction
Topic Modeling with Latent Dirichlet Allocation (LDA)
Amazon Comprehend—Topic Modeling Guidelines
Summary
4. Conversational Artificial Intelligence
Introduction to Conversational AI
What Is a Chatbot?
What Is Natural Language Understanding?
Best Practices for Designing Conversational AI
Creating a Custom Chatbot
A Bot That Recognizes an Intent and Filling a Slot
Lambda Function – Implementing Business Logic
Summary
5. Using Speech with the Chatbot
Amazon Connect Basics
Interacting with the Chatbot
Talking to Your Chatbot through a Call Center Using Amazon Connect
Using Amazon Lex Chatbots with Amazon Connect
Summary
6. Computer Vision and Image Processing
Introduction
Amazon Rekognition Basics
Rekognition and Deep Learning
Image Moderation
Facial Analysis
Celebrity Recognition
Face Comparison
Text in Images
Summary
Appendix
1. An Introduction to AWS
2. Analyzing Documents and Text with Natural Language Processing
3. Topic Modeling and Theme Extraction
5. Using Speech with the Chatbot
6. Computer Vision and Image Processing
更新时间：2021-06-18 18:19:47